# KnitKnot Changelog: May 2026

- A clearer AI Presence score: Reports now put the core signals in one place: whether AI recommends you, how it describes you, how current the answer is, whether it connects a product to your brand, and how that differs by engine. Each score remains tied to the evaluations behind it.

- Owned sources: A real ownership system replaces the old domain list, including competitor attribution and a reclassification path when ownership changes. The Sources view gives a benchmark’s cited-source mix the context it needs to be useful.

- A more useful prompt library: Prompt generation began using persona-led questions, richer research grounding, and real search data. Prompt sets, report scopes, and the Library experience are now organized around the product or company a buyer is actually evaluating.

- Benchmarks with a weekly rhythm: Weekly scheduling, baseline prompts, and clearer library controls turn a benchmark from a one-off diagnostic into something a team can revisit on a dependable cadence.

← Changelog

Released: May 31, 2026

Release ledger

May 2026

A charcoal paper record connected by orange thread to three small evidence receipts.

A clearer AI Presence score

Reports now put the core signals in one place: whether AI recommends you, how it describes you, how current the answer is, whether it connects a product to your brand, and how that differs by engine. Each score remains tied to the evaluations behind it.

AI Presence

72/100

A readable score, with the signals behind it.

Recommended

61%

Coherent

84%

Fresh

76%

Owned sources

A real ownership system replaces the old domain list, including competitor attribution and a reclassification path when ownership changes. The Sources view gives a benchmark’s cited-source mix the context it needs to be useful.

Sources cited in this run

148 pages

Your pages46%

Competitors34%

Third-party20%

A more useful prompt library

Prompt generation began using persona-led questions, richer research grounding, and real search data. Prompt sets, report scopes, and the Library experience are now organized around the product or company a buyer is actually evaluating.

Benchmarks with a weekly rhythm

Weekly scheduling, baseline prompts, and clearer library controls turn a benchmark from a one-off diagnostic into something a team can revisit on a dependable cadence.